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AI Visibility Scorecard

Steve Light | AI Engineer

Steve Light | AI Engineer

Unclaimed

stevecv.com · Technology

Borderline visible. AI bots can crawl Steve Light | AI Engineer, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,758,520 of 2,639,192 in Technology for AI visibility

4.2

/10

AEO Score

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About Steve Light | AI Engineer

from our crawl and measurement

"AI engineer building multi-agent pipelines, automation tools, and full-stack AI applications. Based in South West England, available London and remote." That is how Steve Light introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.

Our crawl found structured data on the page (WebSite, ProfilePage), a sitemap and a readable heading structure. It is missing an llms.txt file.

Industry · Technology
Last scored · Aug 19, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, Steve Light | AI Engineer is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Steve Light | AI Engineer: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 19, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/stevecv

Cite this score: Engagemii (2026). "AEO Score for Steve Light | AI Engineer." Retrieved from https://engagemii.com/aeo/brands/stevecv

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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